Process Modeling and Conformance Checking in Healthcare: A COVID-19 Case Study
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Abstract
The discipline of process mining has a solid track record of successful applications to the healthcare domain. Within such research space, we conducted a case study related to the Intensive Care Unit (ICU) ward of the Uniklinik Aachen hospital in Germany. The aim of this work is twofold: developing a normative model representing the clinical guidelines for the treatment of COVID-19 patients, and analyzing the adherence of the observed behavior (recorded in the information system of the hospital) to such guidelines. We show that, through conformance checking techniques, it is possible to analyze the care process for COVID-19 patients, highlighting the main deviations from the clinical guidelines. The results provide physicians with useful indications for improving the process and ensuring service quality and patient satisfaction. We share the resulting model as an open-source BPMN file.Keywords
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This publication has 9 references indexed in Scilit:
- Process mining-driven analysis of COVID-19’s impact on vaccination patternsJournal of Biomedical Informatics, 2022
- Are we ready for conformance checking in healthcare? Measuring adherence to clinical guidelines: A scoping systematic literature reviewJournal of Biomedical Informatics, 2022
- Process mining for healthcare: Characteristics and challengesJournal of Biomedical Informatics, 2022
- Characteristics and outcome of COVID-19 patients admitted to the ICU: a nationwide cohort study on the comparison between the first and the consecutive upsurges of the second wave of the COVID-19 pandemic in the NetherlandsAnnals of Intensive Care, 2022
- Key summary of German national treatment guidance for hospitalized COVID-19 patientsInfection, 2021
- Adoption of Digital Technologies in Health Care During the COVID-19 Pandemic: Systematic Review of Early Scientific LiteratureJournal of Medical Internet Research, 2020
- Enabling Interactive Process Analysis with Process Mining and Visual Analytics2017
- Process mining in healthcare: A literature reviewJournal of Biomedical Informatics, 2016
- Business process analysis in healthcare environments: A methodology based on process miningInformation Systems, 2012